Public recordGood
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 14:04 UTC
dimastbk / python-calamine
Python binding for Rust's library for reading excel and odf file - calamine.
dimastbk/python-calamine holds a health index of 70 out of 100, placing it in the Good band. It scores highest on Vitality (88/100) and lowest on AI Readiness (52/100). It was last updated 3 days ago. A single contributor accounts for most of its recent work.
70
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
70
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
DmitriyPersonal account
9 followers23 public repossince Dec 2012
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | python-calamine | 0.8.2 | 5,451,683 | 34 | 5 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
88
Development activity
87Excellent
How it's scored
| 36/36 | Push recency — last push 3 days ago |
| 22.8/36 | Commit cadence — 33/52 weeks with commits |
| 18/18 | Commit volume — 138 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 138 |
| human_commit_share | — |
| days_since_last_push | 3 |
| active_weeks_last_year | 33 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 27 releases published |
| 36/36 | Release recency — latest release 5 days ago |
| 27/27 | Release cadence — a release every ~34.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 27 |
| latest_release_tag | v0.8.2 |
| releases_from_tags | no |
| days_since_latest_release | 5 |
| mean_days_between_releases | 34.7 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
65
Popularity & adoption
56Moderate
How it's scored
| 43.4/60 | Stars — 477 stars |
| 9.8/25 | Forks — 16 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 16 |
| stars | 477 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 5,451,683 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | python-calamine |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 5,451,683 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
56
Maintainer resilience (bus factor)
24Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 4.6/22.5 | Commit distribution — top contributor authored 80% of commits |
| 10.8/13.5 | Contributor breadth — 8 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 8 |
| top_contributor_share | 0.796 |
Issue & PR responsiveness
65Moderate
How it's scored
| 32.4/46.8 | Issue resolution — 69% of issues closed |
| 31/38.3 | PR acceptance — 141/174 decided PRs merged |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 1/9 approved changesets -- score normalized to 1 |
Inputs used
| merged_prs | 141 |
| open_issues | 12 |
| closed_issues | 27 |
| issue_closed_ratio | 0.692 |
| closed_unmerged_prs | 33 |
Ownership & stewardship
49At risk
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 7.2/25 | Owner reach — 9 followers of dimastbk |
| 22.1/25 | Track record — 23 public repos, account ~13 yr old |
Inputs used
| followers | 9 |
| owner_type | User |
| is_verified | — |
| owner_login | dimastbk |
| public_repos | 23 |
| account_age_days | 4,951 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 5 days ago |
| 20/20 | Version history — 34 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | python-calamine |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 5 |
Engineering Quality
Are baseline engineering and documentation practices in place?
79
Engineering practices
88Excellent
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 14/20 | OpenSSF Scorecard: CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
65Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://pypi.org/project/python-calamine/ |
| 10/10 | Repository description |
| 10/10 | Topics — 8 topics |
| 0/10 | Wiki |
Inputs used
| topics | python, excel, spreadsheet, pandas, xlsx, ods, xls, xlsb |
| has_wiki | no |
| homepage | https://pypi.org/project/python-calamine/ |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
58
Security posture
58Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 1.8/2.5 | CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 1/9 approved changesets -- score normalized to 1 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5.8 |
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
52
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — python/python_calamine/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | Cargo.lock, uv.lock |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | python/python_calamine/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
Code legibility for models
100Excellent
How it's scored
| 45/45 | Type-checkable code — Rust (statically typed) |
| 55/55 | Manageable file sizes — 0/15 source files over 60KB |
Inputs used
| primary_language | Rust |
| largest_source_bytes | 12,856 |
| source_files_sampled | 15 |
| oversized_source_files | 0 |
Key facts
477GitHub stars
8contributors
138commits, last 12 months
3days since last push
27releases
1bus factor
12open issues
crates.io, PyPIpackage ecosystems
Data collection warnings
- Could not fetch crates package 'python-calamine' from its registry
More detail
OpenSSF Scorecard 5.8 / 10
5.8aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 7 | CI-Tests | 9 out of 12 merged PRs checked by a CI test -- score normalized to 7 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 1/9 approved changesets -- score normalized to 1 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 4
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| crates.io | calamine | 0.36.0 | Cargo.toml |
| crates.io | pyo3 | 0.29.0 | Cargo.toml |
| crates.io | chrono | 0.4.42 | Cargo.toml |
| crates.io | pyo3-file | — | Cargo.toml |
All dependencies 155
Full resolved dependency set from the GitHub dependency graph: 4 direct and 151 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| crates.io | calamine | 0.36.0 | direct |
| crates.io | chrono | 0.4.45 | direct |
| crates.io | pyo3 | 0.29.0 | direct |
| crates.io | pyo3-file | 0.16.0 | direct |
| crates.io | adler2 | 2.0.1 | indirect |
| crates.io | android_system_properties | 0.1.5 | indirect |
| crates.io | atoi_simd | 0.18.1 | indirect |
| crates.io | autocfg | 1.5.1 | indirect |
| crates.io | bumpalo | 3.20.3 | indirect |
| crates.io | byteorder | 1.5.0 | indirect |
| crates.io | cc | 1.2.64 | indirect |
| crates.io | cfg-if | 1.0.4 | indirect |
| crates.io | codepage | 0.1.2 | indirect |
| crates.io | core-foundation-sys | 0.8.7 | indirect |
| crates.io | crc32fast | 1.5.0 | indirect |
| crates.io | debug_unsafe | 0.1.4 | indirect |
| crates.io | encoding_rs | 0.8.35 | indirect |
| crates.io | equivalent | 1.0.2 | indirect |
| crates.io | fast-float2 | 0.2.3 | indirect |
| crates.io | find-msvc-tools | 0.1.9 | indirect |
| crates.io | flate2 | 1.1.9 | indirect |
| crates.io | futures-core | 0.3.32 | indirect |
| crates.io | futures-task | 0.3.32 | indirect |
| crates.io | futures-util | 0.3.32 | indirect |
| crates.io | hashbrown | 0.17.1 | indirect |
| crates.io | heck | 0.5.0 | indirect |
| crates.io | iana-time-zone | 0.1.65 | indirect |
| crates.io | iana-time-zone-haiku | 0.1.2 | indirect |
| crates.io | indexmap | 2.14.0 | indirect |
| crates.io | js-sys | 0.3.102 | indirect |
| crates.io | libc | 0.2.186 | indirect |
| crates.io | log | 0.4.32 | indirect |
| crates.io | memchr | 2.8.2 | indirect |
| crates.io | miniz_oxide | 0.8.9 | indirect |
| crates.io | num-traits | 0.2.19 | indirect |
| crates.io | once_cell | 1.21.4 | indirect |
| crates.io | pin-project-lite | 0.2.17 | indirect |
| crates.io | portable-atomic | 1.13.1 | indirect |
| crates.io | proc-macro2 | 1.0.106 | indirect |
| crates.io | pyo3-build-config | 0.29.0 | indirect |
| crates.io | pyo3-ffi | 0.29.0 | indirect |
| crates.io | pyo3-macros | 0.29.0 | indirect |
| crates.io | pyo3-macros-backend | 0.29.0 | indirect |
| crates.io | quick-xml | 0.41.0 | indirect |
| crates.io | quote | 1.0.45 | indirect |
| crates.io | rustversion | 1.0.22 | indirect |
| crates.io | serde | 1.0.228 | indirect |
| crates.io | serde_core | 1.0.228 | indirect |
| crates.io | serde_derive | 1.0.228 | indirect |
| crates.io | shlex | 2.0.1 | indirect |
| crates.io | simd-adler32 | 0.3.9 | indirect |
| crates.io | slab | 0.4.12 | indirect |
| crates.io | syn | 2.0.118 | indirect |
| crates.io | target-lexicon | 0.13.5 | indirect |
| crates.io | typed-path | 0.12.3 | indirect |
| crates.io | unicode-ident | 1.0.24 | indirect |
| crates.io | wasm-bindgen | 0.2.125 | indirect |
| crates.io | wasm-bindgen-macro | 0.2.125 | indirect |
| crates.io | wasm-bindgen-macro-support | 0.2.125 | indirect |
| crates.io | wasm-bindgen-shared | 0.2.125 | indirect |
| crates.io | windows-core | 0.62.2 | indirect |
| crates.io | windows-implement | 0.60.2 | indirect |
| crates.io | windows-interface | 0.59.3 | indirect |
| crates.io | windows-link | 0.2.1 | indirect |
| crates.io | windows-result | 0.4.1 | indirect |
| crates.io | windows-strings | 0.5.1 | indirect |
| crates.io | zip | 8.6.0 | indirect |
| crates.io | zlib-rs | 0.6.3 | indirect |
| crates.io | zopfli | 0.8.3 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.14.2 | indirect |
| PyPI | ast-serialize | 0.6.0 | indirect |
| PyPI | auditwheel-emscripten | 0.0.16 | indirect |
| PyPI | auditwheel-emscripten | 0.2.5 | indirect |
| PyPI | build | 0.7.0 | indirect |
| PyPI | build | 1.5.1 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.9 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | cloudpickle | 3.1.2 | indirect |
| PyPI | cmake | 4.4.0 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | cython | 0.29.37 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | et-xmlfile | 2.0.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | filelock | 3.20.3 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | identify | 2.6.16 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | leb128 | 1.0.9 | indirect |
| PyPI | librt | 0.13.0 | indirect |
| PyPI | loky | 3.5.6 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | maturin | — | indirect |
| PyPI | maturin | 1.11.5 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mypy | — | indirect |
| PyPI | mypy | 2.1.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.4.2 | indirect |
| PyPI | odfpy | 1.4.1 | indirect |
| PyPI | openpyxl | 3.1.5 | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandas | 3.0.0 | indirect |
| PyPI | pathspec | 1.0.4 | indirect |
| PyPI | pep517 | 0.13.1 | indirect |
| PyPI | platformdirs | 4.5.1 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | — | indirect |
| PyPI | pre-commit | 4.5.1 | indirect |
| PyPI | pydantic | 1.10.26 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyodide-build | 0.23.4 | indirect |
| PyPI | pyodide-build | 0.36.0 | indirect |
| PyPI | pyodide-cli | 0.2.4 | indirect |
| PyPI | pyodide-cli | 0.5.0 | indirect |
| PyPI | pyodide-lock | 0.1.3 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pyxlsb | 1.0.10 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | resolvelib | 1.2.1 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | ruamel-yaml | 0.19.1 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | tomli | 2.4.0 | indirect |
| PyPI | typer | 0.26.8 | indirect |
| PyPI | types-requests | 2.33.0.20260712 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.3 | indirect |
| PyPI | unearth | 0.18.2 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | virtualenv | 20.36.1 | indirect |
| PyPI | wheel | 0.47.0 | indirect |
| PyPI | xlrd | 2.0.2 | indirect |
| PyPI | xlsxwriter | 3.2.9 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"python",
"excel",
"spreadsheet",
"pandas",
"xlsx",
"ods",
"xls",
"xlsb"
],
"is_fork": false,
"size_kb": 962,
"has_wiki": false,
"homepage": "https://pypi.org/project/python-calamine/",
"languages": {
"Rust": 32093,
"Python": 30279
},
"pushed_at": "2026-07-15T04:57:01Z",
"created_at": "2021-08-29T12:21:16Z",
"owner_type": "User",
"updated_at": "2026-07-17T07:36:36Z",
"description": "Python binding for Rust's library for reading excel and odf file - calamine.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "master",
"primary_language": "Rust",
"significant_languages": [
"Rust",
"Python"
]
},
"owner": {
"blog": null,
"name": "Dmitriy",
"type": "User",
"login": "dimastbk",
"company": null,
"followers": 9,
"avatar_url": "https://avatars.githubusercontent.com/u/3132181?v=4",
"created_at": "2012-12-27T06:30:27Z",
"is_verified": null,
"public_repos": 23,
"account_age_days": 4951
},
"activity": {
"releases_count": 27,
"commits_last_year": 138,
"latest_release_at": "2026-07-13T13:54:51Z",
"latest_release_tag": "v0.8.2",
"releases_from_tags": false,
"days_since_last_push": 3,
"active_weeks_last_year": 33,
"days_since_latest_release": 5,
"mean_days_between_releases": 34.7
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 42,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "python-calamine",
"exists": true,
"license": "MIT",
"keywords": [
"Development Status :: 4 - Beta",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Programming Language :: Rust"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/python-calamine/",
"is_deprecated": false,
"latest_version": "0.8.2",
"repository_url": "https://github.com/dimastbk/python-calamine",
"versions_count": 34,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 5451683,
"first_published_at": "2021-09-02T05:22:28.015585Z",
"latest_published_at": "2026-07-13T13:58:26.909017Z",
"latest_version_yanked": null,
"days_since_latest_publish": 5
}
]
},
"popularity": {
"forks": 16,
"stars": 477,
"watchers": 4,
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"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "9 out of 12 merged PRs checked by a CI test -- score normalized to 7",
"points": 14,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
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"excel",
"spreadsheet",
"pandas",
"xlsx",
"ods",
"xls",
"xlsb"
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"homepage": "https://pypi.org/project/python-calamine/",
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},
"components": [
{
"key": "readme",
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"detail": null,
"points": 30,
"status": "met",
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},
{
"key": "documentation_directory",
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"points": 0,
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"details": [],
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},
{
"key": "documentation_homepage_site",
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{
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"points": 10,
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},
{
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}
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{
"key": "wiki",
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}
]
}
],
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},
{
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"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": null,
"notes": [],
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},
"components": [
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},
{
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},
{
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},
{
"key": "cii_best_practices",
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"points": 0,
"status": "missed",
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},
{
"key": "code_review",
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"points": 0.8,
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},
{
"key": "contributors",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
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"points": 10,
"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
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"points": 7.5,
"status": "met",
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},
{
"key": "fuzzing",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "license",
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"points": 2.5,
"status": "met",
"details": [],
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},
{
"key": "maintained",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 6",
"points": 3,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "GitHub workflow tokens follow principle of least privilege",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 4
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 52,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
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"points": 0,
"status": "excluded",
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"code": "no_data",
"params": {}
}
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]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 72,
"inputs": {
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"lockfiles": [
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"bootstrap_files": [],
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"typecheck_configs": [
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"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
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"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "python/python_calamine/py.typed",
"points": 11,
"status": "met",
"details": [
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"code": "file_list",
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
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"points": 10,
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"status": "excluded",
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{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
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"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
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"points": 6,
"status": "partial",
"details": [],
"max_points": 10
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]
},
{
"key": "ai_code_legibility",
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"notes": [],
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},
{
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],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Could not fetch crates package 'python-calamine' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-18T14:04:07.369129Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dimastbk/python-calamine.svg",
"full_name": "dimastbk/python-calamine",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.